English-only clinical NLP creates a two-tier standard of AI-assisted care. Evidence on what equitable, regulatory-grade multilingual deployment actually requires.
Twenty-six million adults in the United States have limited English proficiency, and half of them experienced a language barrier when dealing with a healthcare provider in the past three years...
A guide for healthcare data leaders navigating the gap between de-identification and provable compliance. If your organization handles clinical data, chances are you already have a de-identification pipeline in place....
`ai_mask()` is a Databricks SQL function, in Public Preview and HIPAA compliant, that masks entity types named in a SQL array literal. Run against an expert-annotated clinical corpus with the...
Clinical de-identification benchmarks in 2026 put John Snow Labs Healthcare NLP at 0.96 PHI F1 on expert-annotated clinical notes, against 0.91 for Claude Opus 4.8, 0.89 for GPT-5.5, 0.86 for...
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